{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from dateutil.relativedelta import relativedelta\n",
    "import os\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy import stats\n",
    "from scipy import signal as sig\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "from itertools import product\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "from time import time\n",
    "import copy \n",
    "import matplotlib.dates as mdates\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "def save(name='', fmt='png'):\n",
    "    pwd = os.getcwd()\n",
    "    iPath = pwd + '\\\\pictures'\n",
    "    if not os.path.exists(iPath):\n",
    "        os.mkdir(iPath)\n",
    "    os.chdir(iPath)\n",
    "    plt.savefig('{}.{}'.format(name, fmt), fmt='png', dpi=150, bbox_inches='tight')\n",
    "    os.chdir(pwd)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = 9, 4.5\n",
    "\n",
    "\n",
    "import New_lib as oa\n",
    "from importlib import reload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "train=tetr[:-5000]\n",
    "test=tetr[-5000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "test1=test.copy()\n",
    "train1=train.copy()\n",
    "tetr1=tetr.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "test=oa.diff_integ([1]).fit_transform(test)\n",
    "train= oa.diff_integ([1]).fit_transform(train)\n",
    "tetr = oa.diff_integ([1]).fit_transform(tetr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.04895636,  0.03945812, -0.10673652,  0.19258814,  0.03322029,\n",
       "        0.28677416, -0.03345325,  0.42957462, -0.13061869, -0.38507641,\n",
       "        0.12794282,  0.07659524,  0.26807041, -0.33738858,  0.10229999,\n",
       "       -0.09008209, -0.45292345])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statsmodels.tsa.ar_model import AR\n",
    "auto=AR(train).fit(maxlag=16)\n",
    "# fir_params = np.roll(auto.params, -1)\n",
    "fir_params=auto.params[::-1]\n",
    "for i in fir_params:\n",
    "    print(i)\n",
    "init_w=np.array([0.54895636, 0.53945812, 0.39326348, 0.69258814, 0.53322029,\n",
    "       0.78677416, 0.46654675, 0.92957462, 0.36938131, 0.11492359,\n",
    "       0.62794282, 0.57659524, 0.76807041, 0.16261142, 0.60229999,\n",
    "       0.40991791, 0.04707655])-0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "los2=oa.loss_onl(order=16,soft_grad=False,lrate=0.025,init_w=init_w,loss_f='sqrt((y_pred-y_true)**2)')\n",
    "los2.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "los3=oa.loss_onl(order=16,soft_grad=False,lrate=0.025,init_w=init_w,loss_f='log(cosh(y_pred-y_true))')\n",
    "los3.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "los4=oa.qqq(order=16,soft_grad=False,lrate=0.025,init_w=init_w,delta=1,loss_f='hub')\n",
    "los4.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "los5=oa.qqq(order=16,soft_grad=False,lrate=0.025,init_w=init_w,loss_f='hub',delta=0.1)\n",
    "los5.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "los6=oa.qqq(order=16,soft_grad=False,lrate=0.025,init_w=init_w,loss_f='hub',delta=10)\n",
    "los6.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred1=los1.pred.copy()\n",
    "ww1=los1.ww.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred2=los2.pred.copy()\n",
    "ww2=los2.ww.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x230488f76a0>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ww1.diff(1).iloc[:,:15].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(ww1.shape[1]-1):\n",
    "    plt.plot(tetr.index[:len(ww1)],ww1.diff(1).iloc[:,i],label='w' + str(i+1))\n",
    "# plt.title('weight №' + str(w+1))\n",
    "plt.legend()\n",
    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%d-%m-%Y'))\n",
    "plt.xticks(rotation=20)\n",
    "plt.ylabel('Производная значений коэффициентов',fontsize=12)\n",
    "plt.xlabel('Дата',fontsize=12)\n",
    "plt.grid()\n",
    "plt.vlines('15-05-2017',-0.001,0.001,label='accident')\n",
    "save('diff')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "i=15\n",
    "plt.plot(tetr.index[:len(ww1)],ww1.diff(1).iloc[:,16],label='свободный член')\n",
    "# plt.title('weight №' + str(w+1))\n",
    "plt.legend()\n",
    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%d-%m-%Y'))\n",
    "plt.xticks(rotation=20)\n",
    "plt.ylabel('Производная значения \\nсвободного члена',fontsize=12)\n",
    "plt.xlabel('Дата',fontsize=12)\n",
    "plt.grid()\n",
    "plt.vlines('15-05-2017',-0.01,0.025,label='accident')\n",
    "save('16')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
